Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	1054972
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	96.6 MiB
Average record size in memory	96.0 B

Variable types

Numeric	12

Alerts

`T2M` is highly correlated with `T2MWET`	High correlation
`T2MDEW` is highly correlated with `T2MWET` and 3 other fields	High correlation
`T2MWET` is highly correlated with `T2M` and 3 other fields	High correlation
`QV2M` is highly correlated with `T2MDEW` and 3 other fields	High correlation
`RH2M` is highly correlated with `T2MDEW` and 1 other fields	High correlation
`PRECTOTCORR` is highly correlated with `T2MDEW` and 2 other fields	High correlation
`WS10M` is highly correlated with `WS50M`	High correlation
`WD10M` is highly correlated with `WD50M`	High correlation
`WS50M` is highly correlated with `WS10M`	High correlation
`WD50M` is highly correlated with `WD10M`	High correlation
`T2M` is highly correlated with `T2MWET`	High correlation
`T2MDEW` is highly correlated with `T2MWET` and 2 other fields	High correlation
`T2MWET` is highly correlated with `T2M` and 2 other fields	High correlation
`QV2M` is highly correlated with `T2MDEW` and 2 other fields	High correlation
`RH2M` is highly correlated with `T2MDEW` and 1 other fields	High correlation
`WS10M` is highly correlated with `WS50M`	High correlation
`WD10M` is highly correlated with `WD50M`	High correlation
`WS50M` is highly correlated with `WS10M`	High correlation
`WD50M` is highly correlated with `WD10M`	High correlation
`T2M` is highly correlated with `T2MWET`	High correlation
`T2MDEW` is highly correlated with `T2MWET` and 2 other fields	High correlation
`T2MWET` is highly correlated with `T2M` and 2 other fields	High correlation
`QV2M` is highly correlated with `T2MDEW` and 3 other fields	High correlation
`RH2M` is highly correlated with `T2MDEW` and 1 other fields	High correlation
`PRECTOTCORR` is highly correlated with `QV2M`	High correlation
`WS10M` is highly correlated with `WS50M`	High correlation
`WD10M` is highly correlated with `WD50M`	High correlation
`WS50M` is highly correlated with `WS10M`	High correlation
`WD50M` is highly correlated with `WD10M`	High correlation
`T2M` is highly correlated with `T2MDEW` and 3 other fields	High correlation
`T2MDEW` is highly correlated with `T2M` and 3 other fields	High correlation
`T2MWET` is highly correlated with `T2M` and 3 other fields	High correlation
`QV2M` is highly correlated with `T2M` and 3 other fields	High correlation
`RH2M` is highly correlated with `T2M` and 2 other fields	High correlation
`PS` is highly correlated with `T2MWET` and 1 other fields	High correlation
`WS10M` is highly correlated with `WS50M`	High correlation
`WD10M` is highly correlated with `WD50M`	High correlation
`WS50M` is highly correlated with `WS10M`	High correlation
`WD50M` is highly correlated with `WD10M`	High correlation
`Location` is highly correlated with `PS`	High correlation

Reproduction

Analysis started	2022-02-03 15:18:38.650786
Analysis finished	2022-02-03 15:20:04.578995
Duration	1 minute and 25.93 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

T2M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4591
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.276111052 × 10^-16

Minimum	-2.935873262
Maximum	2.791726934
Zeros	0
Zeros (%)	0.0%
Negative	493827
Negative (%)	46.8%
Memory size	8.0 MiB

Quantile statistics

Minimum	-2.935873262
5-th percentile	-1.713046726
Q1	-0.6978024505
median	0.06213950431
Q3	0.6443242358
95-th percentile	1.722797591
Maximum	2.791726934
Range	5.727600196
Interquartile range (IQR)	1.342126686

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	1.593344136 × 10¹⁵
Kurtosis	-0.3977070877
Mean	6.276111052 × 10^-16
Median Absolute Deviation (MAD)	0.6501858169
Skewness	-0.06232624826
Sum	6.584817136 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0645255073	1061	0.1%
0.03470046983	1042	0.1%
0.03112146533	1042	0.1%
-0.02017759912	1029	0.1%
-0.01182658863	1022	0.1%
0.01799844885	1021	0.1%
0.09435054478	1020	0.1%
0.04782348632	1010	0.1%
0.02277045484	1009	0.1%
0.0728765178	1008	0.1%
Other values (4581)	1044708	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.935873262	1	< 0.1%
-2.933487259	1	< 0.1%
-2.92632925	1	< 0.1%
-2.920364243	1	< 0.1%
-2.913206234	1	< 0.1%
-2.912013232	1	< 0.1%
-2.909627229	1	< 0.1%
-2.908434228	2	< 0.1%
-2.903662222	1	< 0.1%
-2.900083217	1	< 0.1%

Value	Count	Frequency (%)
2.791726934	2	< 0.1%
2.783375923	1	< 0.1%
2.775024913	1	< 0.1%
2.77263891	1	< 0.1%
2.771445908	1	< 0.1%
2.760708895	1	< 0.1%
2.759515893	3	< 0.1%
2.758322892	2	< 0.1%
2.755936889	1	< 0.1%
2.754743887	1	< 0.1%

T2MDEW
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4450
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.103492053 × 10^-16

Minimum	-3.101873774
Maximum	1.717897981
Zeros	0
Zeros (%)	0.0%
Negative	549819
Negative (%)	52.1%
Memory size	8.0 MiB

Quantile statistics

Minimum	-3.101873774
5-th percentile	-1.581186186
Q1	-0.7968100063
median	-0.0737931103
Q3	1.044991167
95-th percentile	1.374285991
Maximum	1.717897981
Range	4.819771755
Interquartile range (IQR)	1.841801174

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	9.062144771 × 10¹⁵
Kurtosis	-1.094488685
Mean	1.103492053 × 10^-16
Median Absolute Deviation (MAD)	0.8805057249
Skewness	-0.1260640761
Sum	1.07898579 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.299632196	1457	0.1%
1.313949362	1452	0.1%
1.318039981	1414	0.1%
1.306790779	1394	0.1%
1.292473613	1390	0.1%
1.309858743	1387	0.1%
1.328266528	1372	0.1%
1.295541577	1364	0.1%
1.321107945	1361	0.1%
1.284292375	1343	0.1%
Other values (4440)	1041038	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.101873774	1	< 0.1%
-3.094715191	1	< 0.1%
-3.082443334	1	< 0.1%
-3.056876966	1	< 0.1%
-3.053809001	1	< 0.1%
-3.051763692	1	< 0.1%
-3.049718383	1	< 0.1%
-3.039491835	1	< 0.1%
-3.034378562	1	< 0.1%
-3.033355907	1	< 0.1%

Value	Count	Frequency (%)
1.717897981	1	< 0.1%
1.683127721	1	< 0.1%
1.659606662	1	< 0.1%
1.653470733	3	< 0.1%
1.651425424	1	< 0.1%
1.645289495	1	< 0.1%
1.642221531	2	< 0.1%
1.640176222	1	< 0.1%
1.637108258	1	< 0.1%
1.636085603	2	< 0.1%

T2MWET
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3541
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.489714272 × 10^-15

Minimum	-3.420179629
Maximum	1.816099262
Zeros	0
Zeros (%)	0.0%
Negative	499283
Negative (%)	47.3%
Memory size	8.0 MiB

Quantile statistics

Minimum	-3.420179629
5-th percentile	-1.725564326
Q1	-0.7972337381
median	0.1036314473
Q3	0.9138608061
95-th percentile	1.301122974
Maximum	1.816099262
Range	5.23627889
Interquartile range (IQR)	1.711094544

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	-6.712699831 × 10¹⁴
Kurtosis	-0.9189655048
Mean	-1.489714272 × 10^-15
Median Absolute Deviation (MAD)	0.840441301
Skewness	-0.3961572473
Sum	-1.621299539 × 10^-9
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9784045008	1367	0.1%
0.9001281051	1353	0.1%
0.9632985297	1353	0.1%
1.022349144	1347	0.1%
0.9591787194	1346	0.1%
0.9838975812	1340	0.1%
0.9880173915	1338	0.1%
1.031962035	1333	0.1%
1.007243173	1328	0.1%
0.953685639	1324	0.1%
Other values (3531)	1041543	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.420179629	1	< 0.1%
-3.389967686	1	< 0.1%
-3.354262664	1	< 0.1%
-3.348769583	1	< 0.1%
-3.329543802	1	< 0.1%
-3.324050722	1	< 0.1%
-3.238907975	1	< 0.1%
-3.236161435	1	< 0.1%
-3.233414895	1	< 0.1%
-3.210069303	1	< 0.1%

Value	Count	Frequency (%)
1.816099262	1	< 0.1%
1.811979451	1	< 0.1%
1.810606181	2	< 0.1%
1.809232911	1	< 0.1%
1.807859641	1	< 0.1%
1.805113101	1	< 0.1%
1.803739831	2	< 0.1%
1.802366561	1	< 0.1%
1.80099329	1	< 0.1%
1.79962002	2	< 0.1%

QV2M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	402
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.551904719 × 10^-16

Minimum	-1.573043291
Maximum	2.375728373
Zeros	0
Zeros (%)	0.0%
Negative	621652
Negative (%)	58.9%
Memory size	8.0 MiB

Quantile statistics

Minimum	-1.573043291
5-th percentile	-1.210512612
Q1	-0.8573577263
median	-0.341689088
Q3	1.050616235
95-th percentile	1.631915428
Maximum	2.375728373
Range	3.948771664
Interquartile range (IQR)	1.907973962

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	-2.196883581 × 10¹⁵
Kurtosis	-1.278053108
Mean	-4.551904719 × 10^-16
Median Absolute Deviation (MAD)	0.678182391
Skewness	0.4510459947
Sum	-5.217950516 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8948609	6523	0.6%
-0.9433024993	6486	0.6%
-0.9245509125	6485	0.6%
-0.9057993256	6479	0.6%
-0.8573577263	6477	0.6%
-0.8479819328	6442	0.6%
-0.8854851065	6437	0.6%
-0.8761093131	6407	0.6%
-0.8386061394	6388	0.6%
-0.915175119	6341	0.6%
Other values (392)	990507	93.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.573043291	1	< 0.1%
-1.563667498	5	< 0.1%
-1.554291704	22	< 0.1%
-1.543353278	43	< 0.1%
-1.533977485	76	< 0.1%
-1.524601692	113	< 0.1%
-1.515225898	181	< 0.1%
-1.505850105	228	< 0.1%
-1.496474311	324	< 0.1%
-1.487098518	414	< 0.1%

Value	Count	Frequency (%)
2.375728373	1	< 0.1%
2.2897836	1	< 0.1%
2.242904633	1	< 0.1%
2.233528839	1	< 0.1%
2.222590413	2	< 0.1%
2.203838827	1	< 0.1%
2.194463033	4	< 0.1%
2.18508724	3	< 0.1%
2.175711446	2	< 0.1%
2.166335653	3	< 0.1%

RH2M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1570
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.758730133 × 10^-17

Minimum	-1.786739857
Maximum	1.810670488
Zeros	0
Zeros (%)	0.0%
Negative	540810
Negative (%)	51.3%
Memory size	8.0 MiB

Quantile statistics

Minimum	-1.786739857
5-th percentile	-1.448259075
Q1	-0.9110809255
median	-0.04420419805
Q3	0.8523124681
95-th percentile	1.605020543
Maximum	1.810670488
Range	3.597410345
Interquartile range (IQR)	1.763393394

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	-3.624857909 × 10¹⁶
Kurtosis	-1.238725376
Mean	-2.758730133 × 10^-17
Median Absolute Deviation (MAD)	0.8782204077
Skewness	0.1200188706
Sum	-6.677236541 × 10^-11
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.810670488	2978	0.3%
1.6756441	1073	0.1%
1.671252998	1062	0.1%
1.666495971	1059	0.1%
-1.270053517	1046	0.1%
1.655152291	1044	0.1%
1.673448549	1033	0.1%
1.678205577	1031	0.1%
1.66430042	1029	0.1%
1.662104869	1026	0.1%
Other values (1560)	1042591	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.786739857	1	< 0.1%
-1.784544306	1	< 0.1%
-1.782348755	1	< 0.1%
-1.771005075	1	< 0.1%
-1.768443598	4	< 0.1%
-1.766248047	1	< 0.1%
-1.764052496	4	< 0.1%
-1.76149102	2	< 0.1%
-1.759295469	3	< 0.1%
-1.757099918	3	< 0.1%

Value	Count	Frequency (%)
1.810670488	2978	0.3%
1.808474937	54	< 0.1%
1.806279386	60	< 0.1%
1.80371791	59	< 0.1%
1.801522359	50	< 0.1%
1.799326808	76	< 0.1%
1.796765332	55	< 0.1%
1.794569781	54	< 0.1%
1.79237423	64	< 0.1%
1.790178679	65	< 0.1%

PRECTOTCORR
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct	773
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.517460266 × 10^-17

Minimum	-0.2605129047
Maximum	45.0057265
Zeros	0
Zeros (%)	0.0%
Negative	897729
Negative (%)	85.1%
Memory size	8.0 MiB

Quantile statistics

Minimum	-0.2605129047
5-th percentile	-0.2605129047
Q1	-0.2605129047
median	-0.2605129047
Q3	-0.2327932235
95-th percentile	1.208630199
Maximum	45.0057265
Range	45.2662394
Interquartile range (IQR)	0.0277196812

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	-1.812428954 × 10¹⁶
Kurtosis	115.4712268
Mean	-5.517460266 × 10^-17
Median Absolute Deviation (MAD)	0
Skewness	8.483594759
Sum	-1.339230948 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2605129047	764664	72.5%
-0.2327932235	40208	3.8%
-0.2050735423	21928	2.1%
-0.1773538611	15962	1.5%
-0.1496341799	12832	1.2%
-0.1219144987	10878	1.0%
-0.09419481747	9158	0.9%
-0.06647513627	8019	0.8%
-0.03875545507	7363	0.7%
-0.01103577386	6717	0.6%
Other values (763)	157243	14.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.2605129047	764664	72.5%
-0.2327932235	40208	3.8%
-0.2050735423	21928	2.1%
-0.1773538611	15962	1.5%
-0.1496341799	12832	1.2%
-0.1219144987	10878	1.0%
-0.09419481747	9158	0.9%
-0.06647513627	8019	0.8%
-0.03875545507	7363	0.7%
-0.01103577386	6717	0.6%

Value	Count	Frequency (%)
45.0057265	1	< 0.1%
35.35927744	1	< 0.1%
34.527687	2	< 0.1%
33.00310454	1	< 0.1%
32.83678645	2	< 0.1%
31.92203697	1	< 0.1%
31.50624175	1	< 0.1%
31.20132526	1	< 0.1%
31.17360558	2	< 0.1%
31.1458859	1	< 0.1%

PS
Real number (ℝ)

HIGH CORRELATION

Distinct	719
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.606999976 × 10^-14

Minimum	-3.51058936
Maximum	2.151726279
Zeros	0
Zeros (%)	0.0%
Negative	480645
Negative (%)	45.6%
Memory size	8.0 MiB

Quantile statistics

Minimum	-3.51058936
5-th percentile	-1.889460636
Q1	-0.5398127985
median	0.09622813632
Q3	0.7632954582
95-th percentile	1.391579796
Maximum	2.151726279
Range	5.662315639
Interquartile range (IQR)	1.303108257

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	3.835828475 × 10¹³
Kurtosis	-0.0004442597721
Mean	2.606999976 × 10^-14
Median Absolute Deviation (MAD)	0.6593107251
Skewness	-0.6372924143
Sum	2.748329786 × 10^-8
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.0821735893	3747	0.4%
0.07295834602	3729	0.4%
0.05744515249	3722	0.4%
-0.02012081517	3717	0.4%
-0.08993018607	3700	0.4%
-0.004607621641	3700	0.4%
0.02641876542	3691	0.3%
0.04193195896	3688	0.3%
0.01866216866	3681	0.3%
0.1194979266	3663	0.3%
Other values (709)	1017934	96.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.51058936	1	< 0.1%
-3.495076166	1	< 0.1%
-3.48731957	1	< 0.1%
-3.456293183	1	< 0.1%
-3.448536586	1	< 0.1%
-3.433023392	3	< 0.1%
-3.417510199	1	< 0.1%
-3.409753602	1	< 0.1%
-3.401997005	2	< 0.1%
-3.394240408	1	< 0.1%

Value	Count	Frequency (%)
2.151726279	1	< 0.1%
2.128456489	5	< 0.1%
2.112943295	4	< 0.1%
2.097430102	2	< 0.1%
2.089673505	2	< 0.1%
2.081916908	8	< 0.1%
2.074160312	5	< 0.1%
2.066403715	5	< 0.1%
2.058647118	11	< 0.1%
2.050890521	9	< 0.1%

WS10M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1371
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.586349173 × 10^-16

Minimum	-1.871661021
Maximum	8.377239232
Zeros	0
Zeros (%)	0.0%
Negative	622194
Negative (%)	59.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	-1.871661021
5-th percentile	-1.292239912
Q1	-0.6629761275
median	-0.170779702
Q3	0.414871741
95-th percentile	1.966225032
Maximum	8.377239232
Range	10.24890025
Interquartile range (IQR)	1.077847869

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	2.788352237 × 10¹⁵
Kurtosis	2.695328907
Mean	3.586349173 × 10^-16
Median Absolute Deviation (MAD)	0.5295784325
Skewness	1.297584344
Sum	3.636992929 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.19570104	3738	0.4%
-0.1770100365	3715	0.4%
-0.258004385	3654	0.3%
-0.1645493675	3649	0.3%
-0.282925723	3635	0.3%
-0.1520886985	3607	0.3%
-0.295386392	3591	0.3%
-0.3514594025	3589	0.3%
-0.133397695	3587	0.3%
-0.220622378	3586	0.3%
Other values (1361)	1018621	96.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.871661021	8	< 0.1%
-1.865430686	33	< 0.1%
-1.859200352	27	< 0.1%
-1.852970017	34	< 0.1%
-1.846739683	42	< 0.1%
-1.840509348	70	< 0.1%
-1.834279014	71	< 0.1%
-1.828048679	85	< 0.1%
-1.821818345	97	< 0.1%
-1.81558801	92	< 0.1%

Value	Count	Frequency (%)
8.377239232	1	< 0.1%
8.240171873	1	< 0.1%
8.034570835	1	< 0.1%
8.015879831	2	< 0.1%
7.934885483	1	< 0.1%
7.909964145	1	< 0.1%
7.772896786	2	< 0.1%
7.592217085	2	< 0.1%
7.492531733	1	< 0.1%
7.486301399	1	< 0.1%

WD10M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	35807
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.258789643 × 10^-16

Minimum	-1.903159126
Maximum	1.444977095
Zeros	0
Zeros (%)	0.0%
Negative	450796
Negative (%)	42.7%
Memory size	8.0 MiB

Quantile statistics

Minimum	-1.903159126
5-th percentile	-1.68194697
Q1	-0.9884496503
median	0.3447768534
Q3	0.8644114647
95-th percentile	1.264137552
Maximum	1.444977095
Range	3.348136221
Interquartile range (IQR)	1.852861115

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	2.348086095 × 10¹⁵
Kurtosis	-1.307500071
Mean	4.258789643 × 10^-16
Median Absolute Deviation (MAD)	0.7264279771
Skewness	-0.3826601598
Sum	4.947651178 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6085011862	786	0.1%
-1.065939022	669	0.1%
1.027111238	669	0.1%
-1.903159126	598	0.1%
0.8556671658	529	0.1%
-1.484549074	410	< 0.1%
-0.228718918	373	< 0.1%
0.7799452586	341	< 0.1%
0.1898911341	322	< 0.1%
0.9219005785	318	< 0.1%
Other values (35797)	1049957	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.903159126	598	0.1%
-1.902787029	2	< 0.1%
-1.902414931	5	< 0.1%
-1.902321906	4	< 0.1%
-1.902228882	4	< 0.1%
-1.902135857	6	< 0.1%
-1.902042833	7	< 0.1%
-1.901949808	16	< 0.1%
-1.901856784	19	< 0.1%
-1.90176376	20	< 0.1%

Value	Count	Frequency (%)
1.444977095	2	< 0.1%
1.44488407	3	< 0.1%
1.444791046	3	< 0.1%
1.444698021	4	< 0.1%
1.444604997	3	< 0.1%
1.444511972	15	< 0.1%
1.444418948	18	< 0.1%
1.444325924	25	< 0.1%
1.444232899	31	< 0.1%
1.444139875	38	< 0.1%

WS50M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1712
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-3.448412666 × 10^-16

Minimum	-1.991354344
Maximum	7.560989883
Zeros	0
Zeros (%)	0.0%
Negative	561252
Negative (%)	53.2%
Memory size	8.0 MiB

Quantile statistics

Minimum	-1.991354344
5-th percentile	-1.46191488
Q1	-0.7530044114
median	-0.08896169387
Q3	0.6468694256
95-th percentile	1.74612933
Maximum	7.560989883
Range	9.552344228
Interquartile range (IQR)	1.399873837

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	-2.899886327 × 10¹⁵
Kurtosis	0.4837480412
Mean	-3.448412666 × 10^-16
Median Absolute Deviation (MAD)	0.6999369185
Skewness	0.5907099696
Sum	-4.047251423 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3985491771	1908	0.2%
-0.1113955695	1903	0.2%
-0.3357343254	1898	0.2%
-0.205617847	1893	0.2%
-0.4479037034	1876	0.2%
-0.1428029953	1872	0.2%
-0.434443378	1868	0.2%
-0.3043268996	1867	0.2%
-0.5735334067	1867	0.2%
-0.2415120479	1860	0.2%
Other values (1702)	1036160	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.991354344	3	< 0.1%
-1.986867569	18	< 0.1%
-1.982380794	30	< 0.1%
-1.977894019	26	< 0.1%
-1.973407244	28	< 0.1%
-1.968920469	42	< 0.1%
-1.964433693	44	< 0.1%
-1.959946918	57	< 0.1%
-1.955460143	57	< 0.1%
-1.950973368	85	< 0.1%

Value	Count	Frequency (%)
7.560989883	1	< 0.1%
7.305243702	1	< 0.1%
7.071931395	1	< 0.1%
6.86553974	1	< 0.1%
6.784777788	1	< 0.1%
6.762343912	1	< 0.1%
6.704015836	1	< 0.1%
6.605306783	1	< 0.1%
6.555952257	1	< 0.1%
6.493137405	2	< 0.1%

WD50M
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	35916
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.379563432 × 10^-17

Minimum	-1.914769112
Maximum	1.443621346
Zeros	0
Zeros (%)	0.0%
Negative	449390
Negative (%)	42.6%
Memory size	8.0 MiB

Quantile statistics

Minimum	-1.914769112
5-th percentile	-1.688046266
Q1	-0.9881910969
median	0.3505933087
Q3	0.8609529644
95-th percentile	1.260190435
Maximum	1.443621346
Range	3.358390458
Interquartile range (IQR)	1.849144061

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	-1.567506123 × 10¹⁶
Kurtosis	-1.298763647
Mean	-6.379563432 × 10^-17
Median Absolute Deviation (MAD)	0.7173025654
Skewness	-0.3923346709
Sum	-3.637978807 × 10^-12
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6043736128	600	0.1%
1.024230734	507	< 0.1%
-1.07505487	466	< 0.1%
-1.914769112	434	< 0.1%
0.8522759172	385	< 0.1%
-1.494911991	282	< 0.1%
0.7763284292	265	< 0.1%
0.1845164921	254	< 0.1%
-0.2353406286	248	< 0.1%
1.19618555	240	< 0.1%
Other values (35906)	1051291	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.914769112	434	< 0.1%
-1.914302604	4	< 0.1%
-1.914209302	4	< 0.1%
-1.914116	9	< 0.1%
-1.914022699	11	< 0.1%
-1.913929397	17	< 0.1%
-1.913836096	10	< 0.1%
-1.913742794	23	< 0.1%
-1.913649493	27	< 0.1%
-1.913556191	15	< 0.1%

Value	Count	Frequency (%)
1.443621346	3	< 0.1%
1.443528045	9	< 0.1%
1.443434743	6	< 0.1%
1.443341442	23	< 0.1%
1.44324814	15	< 0.1%
1.443154838	18	< 0.1%
1.443061537	14	< 0.1%
1.442968235	15	< 0.1%
1.442874934	17	< 0.1%
1.442781632	22	< 0.1%

Location
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.0345238 × 10^-16

Minimum	-1.59177408
Maximum	1.593860375
Zeros	0
Zeros (%)	0.0%
Negative	527950
Negative (%)	50.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	-1.59177408
5-th percentile	-1.59177408
Q1	-1.012567815
median	-0.1437584182
Q3	0.7250509786
95-th percentile	1.593860375
Maximum	1.593860375
Range	3.185634455
Interquartile range (IQR)	1.737618794

Descriptive statistics

Standard deviation	1.000000474
Coefficient of variation (CV)	-9.666287756 × 10¹⁵
Kurtosis	-1.217596611
Mean	-1.0345238 × 10^-16
Median Absolute Deviation (MAD)	0.8688093968
Skewness	0.0009981734138
Sum	-1.178538378 × 10^-10
Variance	1.000000948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
-1.59177408	88176	8.4%
-1.012567815	88105	8.4%
0.7250509786	88060	8.3%
-1.302170947	88058	8.3%
-0.4333615504	87973	8.3%
1.014654111	87889	8.3%
-0.1437584182	87824	8.3%
-0.7229646827	87814	8.3%
1.593860375	87803	8.3%
1.304257243	87792	8.3%
Other values (2)	175478	16.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.59177408	88176	8.4%
-1.302170947	88058	8.3%
-1.012567815	88105	8.4%
-0.7229646827	87814	8.3%
-0.4333615504	87973	8.3%
-0.1437584182	87824	8.3%
0.1458447141	87756	8.3%
0.4354478464	87722	8.3%
0.7250509786	88060	8.3%
1.014654111	87889	8.3%

Value	Count	Frequency (%)
1.593860375	87803	8.3%
1.304257243	87792	8.3%
1.014654111	87889	8.3%
0.7250509786	88060	8.3%
0.4354478464	87722	8.3%
0.1458447141	87756	8.3%
-0.1437584182	87824	8.3%
-0.4333615504	87973	8.3%
-0.7229646827	87814	8.3%
-1.012567815	88105	8.4%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	T2M	T2MDEW	T2MWET	QV2M	RH2M	PRECTOTCORR	PS	WS10M	WD10M	WS50M	WD50M	Location
0	-0.258778	0.109262	-0.074894	-0.180738	0.031542	-0.260513	1.267474	-1.105330	-1.689110	-1.201682	-1.699522	0.725051
1	0.533375	-0.387748	0.045954	-0.599523	-0.929377	-0.260513	0.631433	-0.152089	-1.856461	-0.582507	-1.880341	0.145845
2	0.482076	1.237250	1.108865	1.478777	0.738144	2.483736	-2.897818	0.165658	0.597059	-0.237025	0.604374	-0.143758
3	0.665798	1.300655	1.257178	1.517843	0.612266	0.820555	-0.950912	-1.167633	-0.794215	-1.349746	-0.825940	0.435448
4	0.546498	1.290428	1.180275	1.469402	0.742535	1.735304	-0.229549	-0.687897	0.283009	-1.058105	0.291160	0.145845
5	-1.512622	-0.072770	-0.919455	-0.322938	1.362412	-0.260513	-0.539813	-0.127167	0.036959	0.404584	0.031689	-1.012568
6	-0.656047	-0.821354	-0.929068	-0.847982	-0.611388	-0.260513	-1.408552	0.508327	1.201067	-0.066528	1.182377	-0.143758
7	2.190454	-1.319387	0.375539	-1.133944	-1.631222	-0.260513	0.088472	-1.317161	1.169625	-1.569597	1.017980	-1.591774
8	2.007925	-1.611866	0.073420	-1.248016	-1.661228	-0.260513	0.507328	1.741933	0.769340	1.037219	0.764293	1.304257
9	-1.971928	-0.996228	-1.803841	-0.971430	0.383562	-0.260513	1.445876	-0.282926	0.181798	-0.075501	0.175560	1.304257

Last rows

	T2M	T2MDEW	T2MWET	QV2M	RH2M	PRECTOTCORR	PS	WS10M	WD10M	WS50M	WD50M	Location
1054962	-1.349181	-0.426609	-1.062275	-0.608899	0.481996	-0.260513	-0.105443	-0.208162	1.190927	0.642383	1.187042	-1.012568
1054963	-0.497378	-0.377522	-0.540432	-0.590148	-0.311695	-0.260513	0.476301	0.396181	0.792224	1.476923	0.788831	-0.722965
1054964	-0.676328	-1.403244	-1.331436	-1.152695	-1.018297	-0.260513	1.220935	0.508327	0.973250	-0.021660	0.968436	-1.591774
1054965	-1.748837	-0.589211	-1.401473	-0.713596	0.747292	-0.177354	-0.857833	0.477175	-0.008716	1.607039	-0.013749	1.593860
1054966	0.773168	-1.103606	-0.295990	-1.001120	-1.347630	-0.260513	-1.346499	-0.282926	1.152694	-0.165237	1.154480	-1.012568
1054967	-0.228953	-0.477742	-0.453916	-0.666717	-0.593092	-0.260513	1.329527	0.427332	0.824876	-0.120369	0.824099	-1.302171
1054968	0.810151	1.242364	1.301123	1.383457	0.372219	2.372857	-0.268332	-1.099100	-0.654399	-1.295904	-0.653332	0.435448
1054969	1.871923	0.635929	1.504367	0.449003	-0.894980	0.238441	-0.539813	-0.158319	0.617525	-0.591481	0.621728	-1.591774
1054970	-0.613099	0.750467	0.151696	0.553699	1.488290	-0.260513	1.019263	-0.071094	0.279567	0.857748	0.273993	1.014654
1054971	-0.508115	-0.034932	-0.316589	-0.294810	0.088627	-0.260513	-0.454490	-0.027482	1.325348	0.709684	1.323169	-1.012568

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows